February 2026

AI ServeSmart Digest

Insights at the intersection of AI and enterprise strategy, helping leaders turn innovation into impact.

Welcome to the AI ServeSmart Digest, designed for leaders who are shaping the future with AI. Each month, we bring you sharp insights and real-world stories on how applied AI is solving today’s toughest business challenges, creating measurable impact, and opening new growth opportunities. Think of it as your executive lens on what’s next in enterprise AI.

The AI team is not reacting to AI’s evolution but actively shaping how it impacts enterprises. The team has built a solid culture of experimentation, curiosity, ambition to drive client impact. After 26 years of Fractal, it remains Day 1 for this team - not just a capability but a mindset to build Fractal together for decades to come.

Rohini Singh

Sagar Shah

Head of Pharma Practice

INSIGHT

AI for creative formulation in CPG

What if AI could help scientists reimagine product formulations? Fractal’s latest perspective highlights how AI-powered creative formulation can transform CPG product innovation. By combining structured scientific knowledge with large language models, AI can recommend ingredient alternatives, optimize formulations across multiple constraints, such as taste, nutrition, cost, and sustainability, and accelerate R&D cycles. The approach augments human expertise, enabling teams to innovate faster in highly competitive markets.

LLM Evaluation Framework for RAG & Agentic AI Systems

AI systems today can reason, retrieve data, and call tools — but evaluating their behavior remains a challenge. How do you know if a response is grounded, if the right tool was used, or if a workflow was completed correctly? This piece explains why LLM evaluation frameworks are the missing layer in modern AI systems.

OTHER READS

A practitioner’s journey into GenAI pipelines

For CXOs evaluating enterprise AI strategy, the real opportunity lies beyond conversational interfaces. In practice, many high-value GenAI systems

Turning Intent Into Action: The Missing Execution Layer in Modern AI

Modern AI assistants are great at conversation—but real systems require precise execution. FunctionGemma introduces a new layer in AI architecture by translating human intent into structured, reliable function calls for APIs, devices, and workflows. Discover why small, specialized models may be the missing link between AI reasoning and real-world action.

Contributors

Ayushi Singh Chhetri

Senior Data Scientist

Vibha Pant

Senior Data Scientist

Vishnu KT

Manager

Karan Samani

Lead Data Scientist

Abhijit Guha

Client Partner

Sumukh Bhalchandra Sule

Data Scientist

Prosenjit Banerjee

Principal Data Scientist

Chandramauli Chaudhuri​

Client Partner

Soumo Chakraborty

Principal Architect

Anindya Sengupta

Client Partner

Sujit Shahir

Principal Data Scientist

Swarna Jha

Associate

Triparna Chatterjee

Associate

Parul Chaudhary

Data Scientist

Mandar Patil

Lead Data Scientist

Anik Chakraborty

Principal Data Scientist

Tanmay Garg

Lead Data Scientist

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Registered Office:

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All rights reserved © 2026 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park,
Oberoi Garden City, Off W. E. Highway Goregaon (E),
Mumbai - 400063, Maharashtra, India.

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8